With new technologies revolutionizing data collection, wildlife researchers are becoming increasingly able to collect data at much higher volumes than ever before. Now we are facing the challenges of putting this information to use, bringing the science of big data into the conservation arena. With the help of machine learning tools, this area holds immense potential for conservation practices. The applications range from online trafficking alerts to species-specific early warning systems to efficient movement and biodiversity monitoring and beyond.
However, the process of building effective machine learning tools depends upon large amounts of standardized training data, and conservationists currently lack an established system for standardization. How to best develop such a system and incentivize data sharing are questions at the forefront of this work. There are currently multiple AI-based conservation initiatives, including Wildlife Insights and WildBook, that are pioneering applications on this front.
This group is the perfect place to ask all your AI-related questions, no matter your skill level or previous familiarity! You'll find resources, meet other members with similar questions and experts who can answer them, and engage in exciting collaborative opportunities together.
Just getting started with AI in conservation? Check out our introduction tutorial, How Do I Train My First Machine Learning Model? with Daniel Situnayake, and our Virtual Meetup on Big Data. If you're coming from the more technical side of AI/ML, Sara Beery runs an AI for Conservation slack channel that might be of interest. Message her for an invite.
Header Image: Dr Claire Burke / @CBurkeSci
Explore the Basics: AI
Understanding the possibilities for incorporating new technology into your work can feel overwhelming. With so many tools available, so many resources to keep up with, and so many innovative projects happening around the world and in our community, it's easy to lose sight of how and why these new technologies matter, and how they can be practically applied to your projects.
Machine learning has huge potential in conservation tech, and its applications are growing every day! But the tradeoff of that potential is a big learning curve - or so it seems to those starting out with this powerful tool!
To help you explore the potential of AI (and prepare for some of our upcoming AI-themed events!), we've compiled simple, key resources, conversations, and videos to highlight the possibilities:
Three Resources for Beginners:
- Everything I know about Machine Learning and Camera Traps, Dan Morris | Resource library, camera traps, machine learning
- Using Computer Vision to Protect Endangered Species, Kasim Rafiq | Machine learning, data analysis, big cats
- Resource: WildID | WildID
Three Forum Threads for Beginners:
- I made an open-source tool to help you sort camera trap images | Petar Gyurov, Camera Traps
- Batch / Automated Cloud Processing | Chris Nicolas, Acoustic Monitoring
- Looking for help with camera trapping for Jaguars: Software for species ID and database building | Carmina Gutierrez, AI for Conservation
Three Tutorials for Beginners:
- How do I get started using machine learning for my camera traps? | Sara Beery, Tech Tutors
- How do I train my first machine learning model? | Daniel Situnayake, Tech Tutors
- Big Data in Conservation | Dave Thau, Dan Morris, Sarah Davidson, Virtual Meetups
Want to know more about AI, or have your specific machine learning questions answered by experts in the WILDLABS community? Make sure you join the conversation in our AI for Conservation group!
Worked as a mechanical engineer for a defence co, then software engineer, then for a research lab specialising in underwater robotics.



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- @georg_strunck
- | he/him
Delft University of Technology & SPOTS | Strategic Protection Of Threatened Species
MSc Student in Aerospace/Robotics @TU_Delft | Engineer & Project Manager @StrategicProtectionOfThreatenedSpecies (SPOTS) | Robotics Engineer @BiodivX with @ETH Zürich for the xPrize rainforest competition

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Fauna & Flora
Remote Sensing Scientist, Conservation Technology & Nature Markets @ Fauna & Flora - WILDLABS Geospatial Group Co-Lead



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- @KB
- | she/her
Wildlife ecologist specializing in animal movement modeling and habitat selection with a strong interest in conservation policy and management decisions.
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- @dmwilliams
- | she/her
Behavioral ecologist and community science coordinator
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Centre national de la recherche scientifique (CNRS)
Behavioural ecologist @CNRS in France - working on large mammals in Europe and Africa



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- @tkswanson
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San Diego Zoo Wildlife Alliance
Research Coordinator II for the Conservation Technology Lab at SDZWA

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- @TaliaSpeaker
- | She/her
WILDLABS & World Wide Fund for Nature/ World Wildlife Fund (WWF)
I'm the WILDLABS Research Specialist at WWF-US



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- @srilekha
- | she/her/hers
AI software engineer looking to make a difference in the world
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- @davidhunter
- | he/him
University of Colorado Boulder
PhD student exploring design and technology to connect people with nature and the environment



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Article
At the 2018 London Illegal Wildlife Trade Conference, we announced the WILDLABS Tech Hub, an accelerator program created to support the development and scaling of groundbreaking technological solutions addressing the ...
26 March 2020
Trapped inside during the COVID-19 quarantine and looking to engage with conservation science without leaving your desk? Citizen science projects like those on Zooniverse offer a great opportunity to impact scientific...
18 March 2020
Machine learning is rapidly expanding as a useful field research tool, but its complexity can intimidate even seasoned tech conservationists. Edge Impulse aims to make machine learning solutions accessible,...
16 March 2020
The Esri Conservation Program is now accepting applications for grant assistance to access its ArcGIS Solutions for Protected Area Management Application. This system provides access to a suite of both mobile and web...
4 March 2020
The 2020 Tusk Awards are now accepting nominations of outstanding individuals who have made a significant impact on conservation in Africa. These nominations offer the rare and exciting opportunity to honor your peers...
3 March 2020
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3 March 2020
Conservation X Labs welcomes you to enter the Artisanal Mining Grand Challenge, a competition aimed at finding new and innovative solutions to the environmental problems caused by mining operations. This competition...
26 February 2020
Researchers are increasingly placing microphones in forests and other ecosystems to monitor birds, insects, frogs, and other animals. As the technology advances and becomes less costly, proponents argue, bioacoustics is...
24 February 2020
The Arribada Initiative is back with an update on their thermal elephant alert system which aims to reduce human-elephant conflict (HEC). The success of their system rests on the ability of a camera to accurately...
17 February 2020
Applications are now open for a second round of the £10 million UK Seafood Innovation Fund to transform the future landscape of the seafood industry.
11 February 2020
Fueled by Artificial Intelligence, Wildlife Insights provides access to over 4.5 million camera trap records.
17 December 2019
Ahead of the upcoming Camera Trapping Sympoisum, organiser Arie Hammond has compiled a list of key resources for camera trapping, covering everything from reading lists for beginners to data sets, models and tools for...
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Description | Activity | Replies | Groups | Updated |
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Super happy to finally have Animal Detect ready for people to use. We are open for any feedback and hope to bring more convenient tools :) |
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AI for Conservation | 3 weeks 6 days ago | |
Hi Ștefan! In my current case, I am trying to detect and count Arctic fox pups. Unfortunately, Arctic fox does not seem to be included in the training data of SpeciesNet but... |
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AI for Conservation, Camera Traps | 4 weeks ago | |
Interesting. Thanks for the explanation. Nice to hear your passion showing through. |
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AI for Conservation, Camera Traps, Data management and processing tools, Open Source Solutions, Software Development | 1 month ago | |
📸 Do you use camera traps in your work? Take part in our survey!Hi everyone! I’m currently a final-year engineering... |
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Camera Traps, AI for Conservation, Data management and processing tools, Open Source Solutions, Software Development | 1 month ago | |
WILDLABS colleagues—My team at TNC is looking for support as we try to understand opportunities of AI applications for freshwater (eco)... |
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AI for Conservation | 1 month ago | |
Hi Adam! Sounds like you have your work cut out for you. I have not used radar systems or AI systems for this sort of detection, but there are methods using change detection... |
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AI for Conservation, Drones, Wildlife Crime | 1 month 1 week ago | |
Hey Amber, that makes a lot of sense! And this effort by Insect Detect is amazing, thanks for sharing! |
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AI for Conservation, Autonomous Camera Traps for Insects | 1 month 1 week ago | |
Ritika, All the best! I hope someone provides a more substantive answer! I have also graduated with masters in AI and ML recently. Difference being I am at the end of my... |
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AI for Conservation, Software Development | 1 month 1 week ago | |
One of our goals with explorer.land is to bridge satellite data and on-the-ground perspectives — helping teams combine field updates,... |
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AI for Conservation, Geospatial, Open Source Solutions, Sensors | 1 month 1 week ago | |
Hi, just wanted to let whoever is interested that v.1.3 of DeepFaune is out! Deepfaune is a software that runs on any standard... |
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Camera Traps, AI for Conservation, Open Source Solutions | 1 month 2 weeks ago | |
New stable release : v1.5.1We are pleased to announce the latest release with several important enhancement, fixes and documentation improvements to ensure compatibility with the... |
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Acoustics, AI for Conservation, Open Source Solutions, Software Development | 1 month 2 weeks ago | |
Hi all, I'm Vainqueur BULAMBO. I'm looking for a fully funded PhD opportunity in ecological data science or conservation... |
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Acoustics, AI for Conservation, Autonomous Camera Traps for Insects | 1 month 3 weeks ago |
Application of computer vision for off-highway vehicle route detection: A case study in Mojave desert tortoise habitat
8 April 2025 2:30pm
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24 April 2025 9:24am
Looking for PhD position
6 April 2025 6:12am
Ecology Georeferencing - A dataset
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Has anyone combined flying drone surveys with AI for counting wild herds?
14 April 2024 3:40pm
31 May 2024 5:47pm
Hi Johnathan,
There is a Canadian company more or less doing that. They have their own endurance drone and optical/thermal cameras. Very much keyed into surveys and they may have success given the number of helicopter accidents we have had in Western Canada. Not sure if the AI part is there yet.
I know they've done surveys with at least one department here but not much beyond that. I talked to one of the developers their just as a point of interest. The current leadership today looks different than I remember though.
Superwake
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6 June 2024 2:48pm
The camera can be aimed at the greenhouse background, which is like a huge green screen. Inside the greenhouse there's only a few flying insects, and they would all have to fly between the optics and the wall or roof eventually. Or if the bot is flying, have it look upwards.
It's pretty much a programing question. Unfortunately I am not the type of person who is good at both building and troubleshooting hardware, and writing code. I took some programming back in college but I am not sure if I want to get myself up to speed. It's starting to sound like I need a few years of college before I can even get started. Which I already did, too bad none of it counts for anything anymore. Or I guess I can compete in the marketplace with people with real money behind them, which is the only thing that means anything. If you are brilliant and not funded, you might as well be a scarecrow.
3 April 2025 12:53am
Hi all, I'm the founder of a company in Texas that provides thermal drone surveying for private game ranches. Right now, we're doing everything completely manually in terms of counting during both the initial flight as well as the review. Automating our process with an AI program would be great, but there are multiple limitations I'd imagine:
1.) Thermal imaging has pretty poor resolution even when you're only 100 feet or so above the ground. We'll often need to bring the drone down even closer to identify a buck vs doe. I'd imagine an AI model would be even more limited by this poor resolution
2.) Using a visible zoom camera in tandem with the thermal can help with this issue, but then you are very limited. Thermal works great at night, but requires cool, cloudy days if you're wanting to fly in the daylight to use the optical camera. In Texas, these are few and far between.
3.) Even if you were to figure out everything else, there are often animals that rewuire a pilot to move the drone off its path in order to identify (for example if they're bedded down behind a tree we will often need to swing around to the other side.
If anyone is interested, we do record all of our surveys, so I have 1000+ hours of thermal footage of animals from whitetail deer to nilgai to zebra. I'd be happy to share this with someone who's interested in potentially building a model if they think they can solve the limitations.
Free Webinar by Nature FIRST: Bridging Ecology and ESG – Smarter Decisions with Knowledge Graphs
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Nature Tech for Biodiversity Sector Map launched!
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Multiple grants
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🌊 FathomVerse mobile game debuts new features to help gamers participate in ocean exploration
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WILDLABS AWARDS 2024 - BumbleBuzz: automatic recognition of bumblebee species and behaviour from their buzzing sounds
12 April 2024 8:37am
12 April 2024 8:41pm
Super great to see that there will be more work on insect ecoacoustics! So prevalent in practically every soundscape, but so often over-looked. Can't wait to follow this project as it develops!
17 April 2024 10:23am
Thanks Carly! I will keep anyone interested in this project posted on this platform. Cheers
26 March 2025 8:08pm
Really looking forward to following this project. I'm very curious how you'll be able to tease out different species, particularly among species that feature a variety of worker sizes.
Ai agents for conservation
26 March 2025 8:08pm
Nature Tech Unconference - Anyone attending?
8 March 2025 12:11pm
15 March 2025 8:28am
Definitely!
21 March 2025 12:07pm
The Futures Wild team will be there :)
26 March 2025 7:54pm
Yep see you on friday
Generative AI for simulating landscapes before and after restoration activities
26 March 2025 1:59pm
26 March 2025 7:50pm
Yep we are working on it
#berlin #ia #paysage #naturetech #solutionsfondéessurlanature #greentech… | Olivier Rovellotti 🌍 | 11 comments
🌿 Quand la Technologie Devient L'alliée du Paysagiste 🌍 🎨 Imaginer & Générer Grâce à l’IA générative (Stable Diffusion, Segment Anything), on peut imaginer #Berlin plus verte et tester différents scénarios d’aménagement. Une nouvelle manière d'explorer les possibles, en s’inspirant des principes des plus grands (McHarg, Clément, Burle Marx). 🌳💡 https://lnkd.in/g-uM7d-k 📚 Apprendre Les plateformes comme NBS EduWORLD rendent les solutions fondées sur la nature plus accessibles à tous. https://lnkd.in/gnBTkyN5 🔎 Cartographier & Anticiper Des outils comme ecoTeka permettent d’identifier les espaces à renaturer en croisant données SIG et IA. Cartographie, suivi des arbres, calcul des services écosystémiques… https://lnkd.in/daTBxbwn 🔗 Réfléchir: Dans "Harnessing generative AI to support nature-based solutions", Sandra Lavorel et Al nous donne des pistes d'explorations pour aller plus loin https://lnkd.in/gSH6Au9s 💬 Et vous ? 🌱🤖 #IA #Paysage #NatureTech #SolutionsFondéesSurLaNature #GreenTech #Biodiversité #NBSEduWorld #FosterTheFuture #TeachFromNature #NatureBasedSolutions #ClimateChange #STEM | 11 comments on LinkedIn
1/ segment
2/remote unwanted ecosytem
3/get local potential habitat
4/generate
5/add to picture
Cloud-Native Geospatial Conference
26 March 2025 3:40pm
2025 AI upskilling workshop for former US/state environmental scientists

25 March 2025 7:10pm
AI Weather Quest
25 March 2025 5:07pm
United Nations Open Source Principles
13 March 2025 4:13pm
25 March 2025 11:54am
All sound, would be nice if there were only 5, though!
InsectSet459: an open dataset of insect sounds for bioacoustic machine learning
24 March 2025 5:46pm
Postdoctoral fellow in AI for Ultrasonic Bioacoustic Monitoring
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20 February 2025 9:55pm
21 March 2025 12:18pm
I'm sure others here can comment better than I on models for classifying animal sounds, but from an ML pint of view, a key concern is getting enough data. 10 recordings does not sound like a lot (although how long are they?) and 1000 epochs does sound like a lot. It is very possible that your model is just learning to memorize the inputs, and that it will generalise poorly.
Postdoctoral fellow in AI for Ultrasonic Bioacoustic Monitoring
21 March 2025 10:36am
Seeking Ornithologist Expertise on Quelea Bird Behavior
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18 March 2025 4:21pm
ICCB 2025 – Let’s Connect!
9 March 2025 5:06am
12 March 2025 1:55pm
Hi everyone, I’m excited to become a member of Wild Lab! I’m currently working on my master’s thesis, focusing on dormouse conservation. My research explores the behavioral responses of dormice to temperature and habitat patterns using camera trap data.
Additionally, I’d like to incorporate agent-based modeling to simulate species behavior. However, I’m a bit unsure about how to effectively apply modeling for predictions. If anyone here has experience with modeling, I’d love to connect and discuss!
Looking forward to learning from you all.
Best regards,
Nature FIRST Conference: Innovation and Collaboration in Conservation
11 March 2025 9:39am
Utilizing Artificial Intelligence to Reduce the Impact of Climate Change on Wildlife
10 March 2025 5:42pm
Sea turtle Bioacoustics Project
17 February 2025 8:16pm
7 March 2025 12:47pm
Hi Sam, I did my master's on hatchling turtle vocalisations and their role in nest emergence behaviours (currently under review for publication). I recorded nest emergence behaviour in-situ using microphones and camera traps. I worked with snapping turtles, but the methods could be quite useful. I would be happy to share my thesis if that would be helpful.
there are a few sea turtle papers that describe hatchling vocalisations but not many experiments testing hypotheses for these vocalisations.
here are some papers that could help you get you started:
Shoot me a message if interested in chatting more :)
7 March 2025 1:32pm
Hello Sam ...great work, would like to see the paper when it comes online. I would like to know about the device....Bests Zahir
10 March 2025 11:24am
That's amazing thanks so much!
Arctic Community Wildlife Grants Program
7 March 2025 3:59pm
22 April 2025 11:05pm